# Photoacoustic Reconstruction on Synthetic Vascular Simulation (Z-MAP) (test) Source: [Photoacoustic Reconstruction on Synthetic Vascular Simulation (Z-MAP) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:56:29.867Z Evaluation of Photoacoustic Reconstruction performance on the test split of the Synthetic Vascular Simulation (Z-MAP) dataset, reporting metrics such as PSNR, SSIM, and MSE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Photoacoustic Reconstruction | | Dataset (including any stated split) | Synthetic Vascular Simulation (Z-MAP) (test) | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [PSNR](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | GPAIR | 22.91 | Not recorded | 698423f3a8b01e76cc8ee63b | | GPAIR | 22.07 | Not recorded | 698423f3a8b01e76cc8ee63b | | GPAIR | 21.91 | Not recorded | 698423f3a8b01e76cc8ee63b | | GPAIR | 21.33 | Not recorded | 698423f3a8b01e76cc8ee63b | | MB-PD | 19.37 | Not recorded | 698423f3a8b01e76cc8ee63b | | MB-PD | 19.33 | Not recorded | 698423f3a8b01e76cc8ee63b | | GPAIR | 19.29 | Not recorded | 698423f3a8b01e76cc8ee63b | | GPAIR | 18.67 | Not recorded | 698423f3a8b01e76cc8ee63b | | UBP | 18.57 | Not recorded | 698423f3a8b01e76cc8ee63b | | MB-PD | 17.65 | Not recorded | 698423f3a8b01e76cc8ee63b | | MB-PD | 17.26 | Not recorded | 698423f3a8b01e76cc8ee63b | | UBP | 16.71 | Not recorded | 698423f3a8b01e76cc8ee63b | | MB-PD | 15.09 | Not recorded | 698423f3a8b01e76cc8ee63b | | UBP | 14.88 | Not recorded | 698423f3a8b01e76cc8ee63b | | MB-PD | 14.62 | Not recorded | 698423f3a8b01e76cc8ee63b | | UBP | 14.49 | Not recorded | 698423f3a8b01e76cc8ee63b | | UBP | 12.95 | Not recorded | 698423f3a8b01e76cc8ee63b | | UBP | 12.83 | Not recorded | 698423f3a8b01e76cc8ee63b | ### GPAIR PSNR: 22.91. Result ID: 699750ff5698665ec4a2bfdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### GPAIR PSNR: 22.07. Result ID: 699750ff5698665ec4a2bfd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### GPAIR PSNR: 21.91. Result ID: 699750ff5698665ec4a2bfe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### GPAIR PSNR: 21.33. Result ID: 699750ff5698665ec4a2bfe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### MB-PD PSNR: 19.37. Result ID: 699750ff5698665ec4a2bfe3. [Reporting paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### MB-PD PSNR: 19.33. Result ID: 699750ff5698665ec4a2bfda. [Reporting paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### GPAIR PSNR: 19.29. Result ID: 699750ff5698665ec4a2bfde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### GPAIR PSNR: 18.67. Result ID: 699750ff5698665ec4a2bfd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### UBP PSNR: 18.57. Result ID: 699750ff5698665ec4a2bfe2. [Reporting paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### MB-PD PSNR: 17.65. Result ID: 699750ff5698665ec4a2bfe0. [Reporting paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### MB-PD PSNR: 17.26. Result ID: 699750ff5698665ec4a2bfd7. [Reporting paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### UBP PSNR: 16.71. Result ID: 699750ff5698665ec4a2bfd9. [Reporting paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":1024,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### MB-PD PSNR: 15.09. Result ID: 699750ff5698665ec4a2bfdd. [Reporting paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### UBP PSNR: 14.88. Result ID: 699750ff5698665ec4a2bfdf. [Reporting paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### MB-PD PSNR: 14.62. Result ID: 699750ff5698665ec4a2bfd4. [Reporting paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### UBP PSNR: 14.49. Result ID: 699750ff5698665ec4a2bfd6. [Reporting paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":256,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### UBP PSNR: 12.95. Result ID: 699750ff5698665ec4a2bfdc. [Reporting paper]() Recorded evaluation configuration: {"System":"Hemi-spherical","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. ### UBP PSNR: 12.83. Result ID: 699750ff5698665ec4a2bfd3. [Reporting paper]() Recorded evaluation configuration: {"System":"Planar","Sensors":64,"Voxel Grid Size":"512 x 512 x 256"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.